Vibe coding—the practice of using AI to generate code via prompts—is skyrocketing productivity. However, it often leads to a technical debt hangover where developers lose ‘implementation intimacy’ with their own projects. Ahmad Wael explores why senior developers must maintain architectural ownership and vetting processes to avoid unmanageable codebases.
Physics-Informed Neural Networks (PINNs) are often significantly overparameterized in research settings. Senior developer Ahmad Wael critiques this trend, showing that for low-frequency PDEs like Burgers’ equation or hyperelasticity, networks can be reduced by up to 400x without losing accuracy. Learn to build leaner, more efficient ML architectures by starting small.
Ahmad Wael shares a senior developer’s perspective on using AI coding tools for developers. Learn how to map legacy codebases, modernize build stacks with Vite, and write robust tests without falling into the “slop machine” trap. Discover practical prompts and best practices for staying a responsible developer in an AI-driven world.
WordPress has introduced a new repository for AI agent skills, featuring wp-playground. This tool leverages the Playground CLI to create a fast, repeatable testing environment for AI-generated plugins and themes, reducing startup times to seconds and allowing agents to verify code autonomously through automated logins and file signature detection.
Data science is facing an identity crisis. By shifting toward an engineering-first mindset, we move from theoretical “science projects” to robust, maintainable production systems. Learn why treating Data Science as Engineering is essential for modern software development, featuring practical WordPress implementation strategies and senior-level insights.
WordPress Studio 1.7.0 introduces a powerful new CLI that changes the game for local development. Ahmad Wael breaks down how to use the new studio site and studio wp commands to automate your workflow, manage client sites faster, and bridge the gap with AI coding assistants like Claude and Cursor.
Understanding Cursor Codebase Indexing is the key to mastering AI-assisted development. Learn how the RAG pipeline uses AST parsing, Merkle trees for efficient syncing, and vector databases like Turbopuffer to give coding agents deep codebase context while maintaining privacy through client-side path obfuscation. Skip the ‘magic’ and learn the real architecture.
WP-Bench is the first official AI benchmark for WordPress development. It moves beyond general coding tasks to measure how LLMs handle WordPress-specific APIs, security, and coding standards. Using a real WordPress runtime as a grader, WP-Bench provides a transparent, execution-based evaluation of model performance. Learn how to run and contribute to it.
Breaking into a Data Science Career in 2026 requires more than just knowing Python. Senior developer Ahmad Wael critiques the common “scattergun” application strategy, highlighting why fundamental math, resume optimization with metrics, and leveraging referrals are the only ways to bypass the 400+ rejection cycle that frustrates most new applicants in today’s market.
LLM Optimization is shifting from simple prompt engineering to complex context engineering and agentic workflows. As AI power becomes a given, the real bottleneck is cost and time-effective output extraction. Learn why WordPress developers need to focus on structured context, transients, and verifiable reasoning to build scalable AI integrations in 2026.